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arxiv: 0901.1418 · v2 · submitted 2009-01-11 · 🧮 math-ph · math.MP· math.PR

Degree-distribution Stability of Evolving Networks

classification 🧮 math-ph math.MPmath.PR
keywords evolvingnetworkchainsdegreedistributionmarkovexactnetworks
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In this paper, we study a class of stochastic processes, called evolving network Markov chains, in evolving networks. Our approach is to transform the degree distribution problem of an evolving network to a corresponding problem of evolving network Markov chains. We investigate the evolving network Markov chains, thereby obtaining some exact formulas as well as a precise criterion for determining whether the steady degree distribution of the evolving network is a power-law or not. With this new method, we finally obtain a rigorous, exact and unified solution of the steady degree distribution of the evolving network.

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